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Record W4285409289 · doi:10.1111/1467-9604.12409

Perceptions of response‐to‐intervention practices: results from a cross‐sectional survey of school‐board directors and support service professionals

2022· article· en· W4285409289 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueSupport for Learning · 2022
Typearticle
Languageen
FieldPsychology
TopicFamily and Disability Support Research
Canadian institutionsnot available
Fundersnot available
KeywordsCoachingPerceptionHealth professionalsIntervention (counseling)Medical educationPsychologyService (business)Cross-sectional studyResponse to interventionNursingHealth careComputer-assisted web interviewingMedicine

Abstract

fetched live from OpenAlex

The response‐to‐intervention (RtI) model is widely used to support students with special educational needs and their teachers. However, little is known about how educational and health care professionals support the implementation of this model in specific contexts. The purpose of this study was to examine the perceptions of educational and health care professionals ( n = 101) regarding their involvement in RtI practices in Quebec, Canada. A cross‐sectional online survey was sent to school‐board directors responsible for overviewing support services ( n = 35), and to professionals implementing those services ( n = 66). Descriptive and content analyses were performed and perspectives of the two groups were compared. Regarding perspectives of RtI implementation, discrepancies were revealed between directors' perceptions of the involvement of their professionals versus the professionals' reported implementation of the RtI model in practice. Directors reported greater knowledge about RtI (84%) than professionals (72%). Professionals consistently reported lower involvement in supporting RtI implementation than did directors. Coaching was the most frequent activity reported and was mentioned by both directors and professionals as a service provided at all RtI tiers. Results reveal inconsistencies about tiered practices among administrators and school health care professionals, with individuals defining tiers differently and varying in practices implemented at specific tiers. Participants also provided useful suggestions to further implement RtI.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.010
metaresearch head score (Gemma)0.008
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.021
Threshold uncertainty score0.994

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0100.008
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0210.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.121
GPT teacher head0.462
Teacher spread0.342 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it